\u3057\u304b\u3082GPT-4\u3092\u8d85\u3048\u305f\u30e2\u30c7\u30eb\u3082\u8ffd\u52a0\u3055\u308c\u305f\u3088\u3046\u3067\u3001\u591c\u4e2dX\u3067\u306f\u5927\u76db\u308a\u4e0a\u304c\u308a\u3067\u3057\u305f\u3002
\n\u66f4\u306b\u306f Bedrock\u306b\u3082\u65e9\u901f\u8ffd\u52a0\u3055\u308c\u3066\u304a\u308a\u3001\u6fc0\u30a2\u30c4\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u9023\u7d9a\u3067\u3054\u3056\u3044\u307e\u3057\u305f\u3002<\/p>\n
\u672c\u30d6\u30ed\u30b0\u3067\u306f\u3001Claude3\u306e\u7d39\u4ecb\u304b\u3089Bedrock\u306e\u64cd\u4f5c\u307e\u3067\u8a66\u3057\u3066\u307f\u305f\u7d50\u679c\u3092\u767a\u4fe1\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n
\u76ee\u6b21<\/h2>\n\n- \u3053\u3053\u304c\u51c4\u3044\u3088\u3001Claude3\uff01<\/a><\/li>\n
- Bedrock\u306b\u3082\u65e9\u901f\u767b\u5834<\/a><\/li>\n
- \u65e9\u901f\u4f7f\u3063\u3066\u307f\u305f<\/a><\/li>\n
- \u611f\u60f3<\/a><\/li>\n<\/ul>\n
\u3053\u3053\u304c\u51c4\u3044\u3088\u3001Claude3\uff01<\/h2>\n\u63d0\u4f9b\u3055\u308c\u308bLLM\u30e2\u30c7\u30eb\u306e\u7a2e\u985e<\/h3>\n
Claude3\u3067\u306f\u3001\u4e0b\u8a183\u3064\u306e\u30e2\u30c7\u30eb\u306e\u63d0\u4f9b\u304c\u958b\u59cb\u3055\u308c\u307e\u3059\u3002<\/p>\n
\n- Claude 3 Opus
\n\u3000\u6700\u9ad8\u4f4d\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u30e2\u30c7\u30eb\u3067\u3059\u3002
\n\u3000\u5f8c\u307b\u3069\u3054\u7d39\u4ecb\u3057\u307e\u3059\u304c\u3001GPT-4\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u8d85\u3048\u305f\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002
\n\u3000\u305f\u3060\u30573\u7a2e\u985e\u306e\u4e2d\u3067\u4e00\u756a\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n - \n
Claude 3 Sonnet
\n\u3000Sonnet\u306f\u4e2d\u4f4d\u30e2\u30c7\u30eb\u3068\u306a\u308a\u3001\u6027\u80fd\u3068\u901f\u5ea6\u306b\u304a\u3044\u3066\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n
- \n
Claude 3 Haiku
\n\u3000\u6027\u80fd\u306f3\u7a2e\u985e\u306e\u4e2d\u3067\u4f4e\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u304c\u3001\u6700\u3082\u9ad8\u901f\u306b\u52d5\u4f5c\u3059\u308b\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002
\n\u3000\u307e\u305f\u30b3\u30b9\u30c8\u304c\u6700\u3082\u4f4e\u3044\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n
3\u3064\u306e\u30e2\u30c7\u30eb\u306e\u95a2\u4fc2\u6027\u306f\u4e0b\u8a18\u306e\u901a\u308a\u3068\u306a\u308a\u307e\u3059\u3002
\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/Claude-3-modelfamily.webp\")
<\/a><\/p>\nVison \u6a5f\u80fd<\/h3>\n
\u8a00\u8a9e\u3060\u3051\u3067\u306a\u304f\u753b\u50cf\u3001\u30c1\u30e3\u30fc\u30c8\u3001\u56f3\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\n\u305d\u306e\u305f\u3081\u3001\u4f8b\u3048\u3070 \u30b0\u30e9\u30d5\u306e\u753b\u50cf\u3068\u5171\u306b\u300c\u3053\u306e\u30b0\u30e9\u30d5\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u50be\u5411\u3092\u307e\u3068\u3081\u3066\u300d\u306e\u3088\u3046\u306a\u4f7f\u3044\u65b9\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
Vision\u6a5f\u80fd\u306b\u95a2\u3059\u308b\u30e6\u30fc\u30b6\u30ac\u30a4\u30c9\u306f\u3053\u3061\u3089<\/a>\u3067\u3059\u3002<\/p>\n\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30b9\u30b3\u30a2<\/h3>\n
\u3053\u306e\u8868\u304c\u5168\u3066\u3092\u7269\u8a9e\u3063\u3066\u3044\u307e\u3059\u304c
\n\u3042\u306e\u5f37\u6575GPT-4\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u5168\u3066Claude3 Opus\u304c\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u3002\u3059\u3054\u3044\uff01\uff01
\nClaude3 Sonnet\u3082\u4e00\u90e8\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u8a18\u9332\u3092\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/9ad98d612086fe52b3042f9183414669b4d2a3da-2200x1954-1.webp\")
<\/a>\nBedrock\u306b\u3082\u65e9\u901f\u767b\u5834<\/h2>\n
\u66f4\u306b\u9a5a\u304d\u306a\u306e\u304c\u3001\u65e9\u901fClaude3\u304cBedrock\u306b\u767b\u5834\u3057\u3066\u304a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u4f7f\u7528\u53ef\u80fd\u30e2\u30c7\u30eb<\/h3>\n
\u73fe\u6642\u70b9\uff082024\/3\/5\uff09\u3067\u4f7f\u7528\u51fa\u6765\u308b\u30e2\u30c7\u30eb\u306f\u3001Claude3 Sonnet\u306e\u307f\u3068\u306a\u308a\u307e\u3059\u3002
\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/0c1345d50822242f0aacf5cce0615b38.png\")
<\/a><\/p>\n\u8a18\u4e8b<\/a>\u306b\u3088\u308b\u3068\u3001\u6570\u9031\u9593\u4ee5\u5185\u306b\u5168\u3066\u306e\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308b\u305d\u3046\u3067\u3059\u3002
\n\u697d\u3057\u307f\u3067\u3059\u306d\uff01<\/p>\n\n \u304a\u5ba2\u69d8\u306f\u3001Amazon Bedrock \u4e0a\u306e\u30d3\u30b8\u30e7\u30f3\u5bfe\u5fdc\u30e2\u30c7\u30eb\u306e Claude 3 \u30d5\u30a1\u30df\u30ea (Claude 3 Opus\u3001Claude 3 Sonnet\u3001\u304a\u3088\u3073 Claude 3 Haiku) \u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002Sonnet \u306f\u73fe\u5728\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u8a18\u9332\u7834\u308a\u306e Opus \u30e2\u30c7\u30eb\u3068 Haiku \u30e2\u30c7\u30eb\u306f\u3001\u4eca\u5f8c\u6570\u9031\u9593\u4ee5\u5185\u306b\u5229\u7528\u53ef\u80fd\u306b\u306a\u308b\u4e88\u5b9a\u3067\u3059\u3002\u8a73\u7d30\u3092\u304a\u63a2\u3057\u306e\u304a\u5ba2\u69d8\u306f\u3001Generative AI on AWS\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n<\/p><\/blockquote>\n
\u5bfe\u5fdc\u30ea\u30fc\u30b8\u30e7\u30f3<\/h3>\n
\u30aa\u30ec\u30b4\u30f3 \u3068 \u30d0\u30fc\u30b8\u30cb\u30a2\u5317\u90e8\u306e2\u30ea\u30fc\u30b8\u30e7\u30f3\u306e\u307f\u3068\u306a\u308a\u307e\u3059\u3002
\n\uff08\u30aa\u30ec\u30b4\u30f3 -> \u30d0\u30fc\u30b8\u30cb\u30a2\u5317\u90e8\u306e\u9806\u756a\u3067\u5bfe\u5fdc\u3055\u308c\u3066\u3044\u305f\u6a21\u69d8\u3067\u3059\uff09<\/p>\n
\u6599\u91d1<\/h3>\n
Claude3 Sonnet\u3057\u304b\u767a\u8868\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u304c\u3001Claude2.1\u3088\u308a\u3082\u30b3\u30b9\u30c8\u304c\u304b\u304b\u3089\u306a\u3044\u306e\u304c\u7d20\u6575\u3067\u3059\u306d\u3002
\n\u6599\u91d1\u4e00\u89a7\u306f\u3053\u3061\u3089<\/a>\u3067\u3059\u3002
\n\u2191\u4e0a\u8a18\u30ea\u30f3\u30af\u306e\u8a00\u8a9e\u3092\"English\"\u306b\u5909\u66f4\u3057\u3066\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/c3467f9d4c879f91e03d8f90796170e6.png\")
<\/a>\n\u6ce8\u610f\u70b9<\/h3>\n
RAG\u6a5f\u80fd\u3067\u3042\u308b\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u306f\u307e\u3060\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u3088\u3046\u3067\u3059\u3002
\n\u65e9\u304fRAG\u3067\u3082\u8ffd\u52a0\u3068\u306a\u308c\u3070\u5b09\u3057\u3044\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u306a\u308a\u307e\u3059\u306d\uff01<\/p>\n
\u65e9\u901f\u4f7f\u3063\u3066\u307f\u305f<\/h2>\n
\u307e\u305a\u306f\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e\u30e2\u30c7\u30eb\u30a2\u30af\u30bb\u30b9\u304b\u3089\u4f7f\u7528\u3057\u305f\u3044\u30e2\u30c7\u30eb\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u7533\u8acb\u3057\u307e\u3057\u3087\u3046\u3002
\n\u79c1\u306e\u5834\u5408\u3001\u7533\u8acb\u5f8c\u3059\u3050\u306b\u4f7f\u7528\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e\u30d7\u30ec\u30a4\u30b0\u30e9\u30a6\u30f3\u30c9\u304b\u3089\u3082\u78ba\u8a8d\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002
\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/0c1345d50822242f0aacf5cce0615b38-1.png\")
<\/a><\/p>\n\u3067\u306f\u65e9\u901fboto3\u3092\u7528\u3044\u3066\u3001LLM\u30e2\u30c7\u30eb\u3092\u64cd\u4f5c\u3057\u3066\u307f\u307e\u3059\u3002
\nmodel IDs<\/a>\u306b\u3001Claude3 Sonnet\u304c\u8ffd\u52a0\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3059\u306e\u3067\u3053\u3061\u3089\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\nZeroShot\u306eLLM\u30d1\u30bf\u30fc\u30f3<\/h3>\n
Claude2\u3067\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3068\u540c\u3058\u3088\u3046\u306a\u4e0b\u8a18\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5f62\u5f0f\u3067API\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6295\u3052\u305f\u3068\u3053\u308d\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306a\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002<\/p>\n
\n prompt = \"\\n\\nHuman: Hello there\\n\\nAssistant: Hi, I'm Claude. How can I help?\\n\\nHuman: Can you explain Glycolysis to me?\\n\\nAssistant:\"\n<\/p><\/blockquote>\n
\u2193\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8<\/p>\n
\n botocore.errorfactory.ValidationException: An error occurred (ValidationException) when calling the InvokeModel operation: \u201cclaude-3-sonnet-20240229\u201d is not supported on this API. Please use the Messages API instead.\n<\/p><\/blockquote>\n
\u3069\u3046\u3084\u3089Messages API<\/a>\u3067\u306a\u3044\u3068\u30c0\u30e1\u306a\u3088\u3046\u3067\u3059\u3002
\n\u7121\u4e8b\u306b\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u8fd4\u3063\u3066\u304d\u307e\u3057\u305f\u3002
\n\uff08\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306f\u5f8c\u307b\u3069\u307e\u3068\u3081\u3066\u8a18\u8f09\u3057\u3066\u3044\u307e\u3059\uff09<\/p>\n\u304d\u3061\u3093\u3068Bedrock\u306eAPI\u30ea\u30af\u30a8\u30b9\u30c8\u4f8b\u306b\u3082\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u306d\u3002
\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/932109438ad49d6be1d472e8862037c1.png\")
<\/a><\/p>\nVision \u30d1\u30bf\u30fc\u30f3<\/h3>\n
\"Bedrock\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e\u30ad\u30e3\u30d7\u30c1\u30e3\u753b\u50cf\"\uff08image\uff09\u3068\"\u753b\u50cf\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\"\uff08text\uff09
\n\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6295\u3052\u3066\u307f\u307e\u3057\u305f\u3002
\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/83c0721d020cb6fdaacb36c5cd7781c0-1.png\")
<\/a><\/p>\n\u3059\u308b\u3068\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306a\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\uff01\uff01<\/p>\n
\n \u3053\u306e\u753b\u50cf\u306fAmazon Web Services (AWS)\u306e\u7ba1\u7406\u30b3\u30f3\u30bd\u30fc\u30eb\u306e\u4e00\u90e8\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306fAmazon Bedrock\u30b5\u30fc\u30d3\u30b9\u306e\u30e2\u30c7\u30eb\u30a2\u30af\u30bb\u30b9\u30bb\u30af\u30b7\u30e7\u30f3\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\n Bedrock\u306f\u3001AWS \u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u3053\u306e\u753b\u9762\u306b\u306f\u3001\u5229\u7528\u53ef\u80fd\u306a\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u4e00\u89a7\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u540d\u524d\u3001\u7528\u9014\u3001\u30a2\u30af\u30bb\u30b9\u306e\u72b6\u6cc1\u306a\u3069\u306e\u60c5\u5831\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002
\n \u8d64\u3044\u67a0\u3067\u56f2\u307e\u308c\u3066\u3044\u308b\u90e8\u5206\u306f\u3001\"Claude 3 Sonnet\"\u3068\u3044\u3046\u30e2\u30c7\u30eb\u3067\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306e\u6a2a\u306b\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u53ef\u80fd\u306a\u72b6\u614b\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u4e00\u89a7\u306b\u306fAnthropic\u3084Amazon\u3001Coher\u306a\u3069\u306e\u4f01\u696d\u304c\u63d0\u4f9b\u3059\u308b\u30e2\u30c7\u30eb\u304c\u3042\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u3069\u69d8\u3005\u306a\u7528\u9014\u306e\u30e2\u30c7\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\n<\/p><\/blockquote>\n
\u51c4\u3059\u304e\u308b\uff01\uff01\uff01\uff08\u8a9e\u5f59\u529b\uff09
\n\u30c1\u30e3\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u306e\u5206\u6790\u3082\u3057\u3066\u304f\u308c\u308b\u3088\u3046\u3067\u3059\u306e\u3067\u3001\u4f7f\u3044\u65b9\u6b21\u7b2c\u3067\u306f\u5f37\u529b\u306a\u6a5f\u80fd\u306b\u306a\u308b\u306e\u306f\u9593\u9055\u3044\u306a\u3055\u305d\u3046\u3067\u3059\u306d\u3002<\/p>\n
\u306a\u304a\u3001\u753b\u50cf\u306e\u30b5\u30dd\u30fc\u30c8\u30a4\u30e1\u30fc\u30b8\u306f\u3053\u3061\u3089<\/a>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\u6027\u80fd\/\u901f\u5ea6\u6bd4\u8f03<\/h3>\n
Claude2.1\u3068Claude3 Sonnet\u3067\u3069\u308c\u3060\u3051\u6027\u80fd\/\u901f\u5ea6\u5dee\u304c\u3042\u308b\u304b\u691c\u8a3c\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n
\n # \u5171\u901a\n brt = boto3.client(service_name=\"bedrock-runtime\", region_name=\"us-east-1\")\n\n accept = \"application\/json\"\n content_type = \"application\/json\"\n\n # Claude2.1\n modelId_21 = \"anthropic.claude-v2:1\"\n body_21 = json.dumps(\n {\n \"prompt\": \"\\n\\nHuman: CDK\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\\n\\nAssistant:\",\n \"max_tokens_to_sample\": 500,\n \"temperature\": 0.1,\n \"top_p\": 0.9,\n }\n )\n time_sta = time.perf_counter()\n response_2 = brt.invoke_model(\n body=body_21, modelId=modelId_21, accept=accept, contentType=content_type\n )\n time_end = time.perf_counter()\n print(\"================claude2.1====================\")\n print(f\"\u30ec\u30b9\u30dd\u30f3\u30b9\u6642\u9593 = {round(time_end - time_sta, 2)} \u79d2\")\n response_body_2 = json.loads(response_2.get(\"body\").read())\n # text\n print(response_body_2.get(\"completion\"))\n print(\"=============================================\")\n\n # Claude3\n modelId_3 = \"anthropic.claude-3-sonnet-20240229-v1:0\"\n body_3 = json.dumps(\n {\n \"messages\": [\n {\n \"role\": \"user\",\n \"content\": [\n {\n \"type\": \"text\",\n \"text\": \"CDK\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\",\n }\n ],\n }\n ],\n \"anthropic_version\": \"bedrock-2023-05-31\",\n \"max_tokens\": 500,\n \"temperature\": 0.1,\n \"top_p\": 0.9,\n }\n )\n\n time_sta = time.perf_counter()\n response_3 = brt.invoke_model(\n body=body_3, modelId=modelId_3, accept=accept, contentType=content_type\n )\n time_end = time.perf_counter()\n print(\"================claude3 sonnet===============\")\n print(f\"\u30ec\u30b9\u30dd\u30f3\u30b9\u6642\u9593 = {round(time_end - time_sta, 2)} \u79d2\")\n\n response_body_3 = json.loads(response_3.get(\"body\").read())\n\n # text\n print(response_body_3[\"content\"][0][\"text\"])\n print(\"=============================================\")\n<\/pre>\n\u30ec\u30b9\u30dd\u30f3\u30b9\u7d50\u679c\u306f\u7701\u7565\u3057\u307e\u3059\u304c\u3001\u8cea\u554f\u5185\u5bb9\u304c\u30b7\u30f3\u30d7\u30eb\u3060\u3063\u305f\u3081
\n\u7d50\u679c\u306b\u95a2\u3057\u3066\u306f\u3042\u307e\u308a\u5dee\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n
\u9a5a\u304d\u306a\u306e\u306f\u5fdc\u7b54\u901f\u5ea6\u3067\u3059\u3002\u7d043\u500d\u65e9\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002
\n\u30bf\u30a4\u30df\u30f3\u30b0\u306b\u3088\u3063\u3066\u306f\u3001Claude2.1\u3067\u3082\u65e9\u304f\u30ec\u30b9\u30dd\u30f3\u30b9\u8fd4\u3063\u3066\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u304c
\n\u79c1\u304c\u5b9f\u65bd\u3057\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u8a08\u6e2c\u3059\u308b\u3068\u3053\u306e\u3088\u3046\u306a\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002
\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/65266daaae93f527ba5f7576af6bfc24.png\")
<\/a><\/p>\n\u5148\u307b\u3069\u306e\u4f8b\u3067\u3059\u3068\u3042\u307e\u308a\u30ec\u30b9\u30dd\u30f3\u30b9\u7d50\u679c\u306e\u6027\u80fd\u304c\u5206\u304b\u308a\u306b\u304f\u3044\u7d50\u679c\u3067\u3057\u305f\u306e\u3067
\n\u4e0b\u8a18\u306e\u3088\u3046\u306a\u3001\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u6295\u3052\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n
\n CDK\u3092\u5229\u7528\u3057\u3066\u4e0b\u8a18\u30a4\u30f3\u30d5\u30e9\u3092\u69cb\u7bc9\u3059\u308b\u30b3\u30fc\u30c9\u3092\u793a\u3057\u3066
\n \u30fbALB\u3092\u4f5c\u6210
\n \u30fbALB\u914d\u4e0b\u306eEC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30922\u53f0\u5197\u9577\u5316\u3059\u308b
\n \u30fbALB\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7\u30920.0.0.0\/0\u3067\u89e3\u653e
\n \u30fbMySQL\u30a8\u30f3\u30b8\u30f3\u306eRDS\u30921\u53f0\u3001\u6587\u5b57\u30b3\u30fc\u30c9\u3092UTF-8\u306b\u8a2d\u5b9a\u3057\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u6210\u3059\u308b\n<\/p><\/blockquote>\n
CDK\u306e\u30b3\u30fc\u30c9\u81ea\u4f53\u306b\u554f\u984c\u306a\u3044\u304b\u307e\u3067\u306f\u78ba\u8a8d\u51fa\u6765\u3066\u3044\u307e\u305b\u3093\u304c
\nClaude2.1\u3067\u306fCDK v1\u3067\u4f5c\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001Claude3 Sonnet\u3067\u306fCDK v2\u3067\u4f5c\u6210\u3055\u308c\u3066\u304a\u308a\u307e\u3057\u305f\u3002
\n\u3053\u308c\u3060\u3051\u3067\u306f\u5224\u65ad\u51fa\u6765\u306a\u3044\u3067\u3059\u304c\u3001\u5c11\u3057\u306f\u6027\u80fd\u5411\u4e0a\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u306d\u3002
\n\uff08Claude3 Opus\u304c\u697d\u3057\u307f\u3067\u3059\u3002\uff09
\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/1954e542794a3aa620bb4a8ebe996759.png\")
<\/a>
\n![\"\"](\"https:\/\/www.skyarch.net\/blog\/wp-content\/uploads\/2024\/03\/c364f2fdbc14565e5ada477daa548702.png\")
<\/a><\/p>\n\u611f\u60f3<\/h2>\n
Claude3\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u3001\u66f4\u306bBedrock\u3067\u3082\u5bfe\u5fdc\u3068\u306a\u308a\u307e\u3057\u305f\u3002
\n\u8fd1\u3005\u3001Claude3 Opus\u304c\u8ffd\u52a0\u3068\u306a\u308b\u3068GPT-4\u8d8a\u3048\u3068\u306a\u308b\u898b\u8fbc\u307f\u3067\u3059\u306e\u3067
\nBedrock\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u304f\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n
OpenAI vs Anthropic\u306e\u3088\u3046\u306a\u5f62\u3067
\n\u6027\u80fd\u304c\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3055\u308c\u3066\u3044\u304f\u305f\u3081\u3001\u6211\u3005\u958b\u767a\u8005\u3068\u3057\u3066\u306f\u697d\u3057\u3044\u9650\u308a\u3067\u3054\u3056\u3044\u307e\u3059\u3002<\/p>\n
Claude3\u306b\u3064\u3044\u3066\u8abf\u3079\u3066\u3044\u308b\u65b9\u306b\u5c11\u3057\u3067\u3082\u304a\u529b\u306b\u306a\u308c\u307e\u3059\u3088\u3046\u306b\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
\u306f\u3058\u3081\u306b \u6628\u591c\u3001”\u305d\u308c”\u306f\u7a81\u7136\u3084\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u3046\u3067\u3059\u3001Claude3\u3067\u3059\uff01 \u3057\u304b\u3082GPT-4\u3092\u8d85\u3048\u305f\u30e2\u30c7\u30eb\u3082\u8ffd\u52a0\u3055\u308c\u305f\u3088\u3046\u3067\u3001\u591c\u4e2dX\u3067\u306f\u5927\u76db\u308a\u4e0a\u304c\u308a\u3067\u3057\u305f\u3002 \u66f4\u306b\u306f Bedrock\u306b\u3082\u65e9\u901f\u8ffd\u52a0\u3055\u308c\u3066\u304a\u308a\u3001\u6fc0\u30a2\u30c4\u306a\u30a2\u30c3\u30d7…<\/p>\n","protected":false},"author":135,"featured_media":26039,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/www.skyarch.net\/blog\/?p=26037","footnotes":""},"categories":[1276,1277],"tags":[102,1294,1295],"class_list":{"0":"post-26037","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-amazon-bedrock","8":"category-ai","9":"tag-aws","10":"tag-bedrock","11":"tag-claude","12":"ja"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/26037","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/users\/135"}],"replies":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/comments?post=26037"}],"version-history":[{"count":4,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/26037\/revisions"}],"predecessor-version":[{"id":26941,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/26037\/revisions\/26941"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media\/26039"}],"wp:attachment":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media?parent=26037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/categories?post=26037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/tags?post=26037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u3053\u3053\u304c\u51c4\u3044\u3088\u3001Claude3\uff01<\/h2>\n\u63d0\u4f9b\u3055\u308c\u308bLLM\u30e2\u30c7\u30eb\u306e\u7a2e\u985e<\/h3>\n
Claude3\u3067\u306f\u3001\u4e0b\u8a183\u3064\u306e\u30e2\u30c7\u30eb\u306e\u63d0\u4f9b\u304c\u958b\u59cb\u3055\u308c\u307e\u3059\u3002<\/p>\n
- \n
- Claude 3 Opus
\n\u3000\u6700\u9ad8\u4f4d\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u30e2\u30c7\u30eb\u3067\u3059\u3002
\n\u3000\u5f8c\u307b\u3069\u3054\u7d39\u4ecb\u3057\u307e\u3059\u304c\u3001GPT-4\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u8d85\u3048\u305f\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002
\n\u3000\u305f\u3060\u30573\u7a2e\u985e\u306e\u4e2d\u3067\u4e00\u756a\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n - \n
Claude 3 Sonnet
\n\u3000Sonnet\u306f\u4e2d\u4f4d\u30e2\u30c7\u30eb\u3068\u306a\u308a\u3001\u6027\u80fd\u3068\u901f\u5ea6\u306b\u304a\u3044\u3066\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n - \n
Claude 3 Haiku
\n\u3000\u6027\u80fd\u306f3\u7a2e\u985e\u306e\u4e2d\u3067\u4f4e\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u304c\u3001\u6700\u3082\u9ad8\u901f\u306b\u52d5\u4f5c\u3059\u308b\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002
\n\u3000\u307e\u305f\u30b3\u30b9\u30c8\u304c\u6700\u3082\u4f4e\u3044\u30e2\u30c7\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n3\u3064\u306e\u30e2\u30c7\u30eb\u306e\u95a2\u4fc2\u6027\u306f\u4e0b\u8a18\u306e\u901a\u308a\u3068\u306a\u308a\u307e\u3059\u3002
\n<\/a><\/p>\nVison \u6a5f\u80fd<\/h3>\n
\u8a00\u8a9e\u3060\u3051\u3067\u306a\u304f\u753b\u50cf\u3001\u30c1\u30e3\u30fc\u30c8\u3001\u56f3\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\n\u305d\u306e\u305f\u3081\u3001\u4f8b\u3048\u3070 \u30b0\u30e9\u30d5\u306e\u753b\u50cf\u3068\u5171\u306b\u300c\u3053\u306e\u30b0\u30e9\u30d5\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u50be\u5411\u3092\u307e\u3068\u3081\u3066\u300d\u306e\u3088\u3046\u306a\u4f7f\u3044\u65b9\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\nVision\u6a5f\u80fd\u306b\u95a2\u3059\u308b\u30e6\u30fc\u30b6\u30ac\u30a4\u30c9\u306f\u3053\u3061\u3089<\/a>\u3067\u3059\u3002<\/p>\n
\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30b9\u30b3\u30a2<\/h3>\n
\u3053\u306e\u8868\u304c\u5168\u3066\u3092\u7269\u8a9e\u3063\u3066\u3044\u307e\u3059\u304c
\n\u3042\u306e\u5f37\u6575GPT-4\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u5168\u3066Claude3 Opus\u304c\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u3002\u3059\u3054\u3044\uff01\uff01
\nClaude3 Sonnet\u3082\u4e00\u90e8\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u8a18\u9332\u3092\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/a>\nBedrock\u306b\u3082\u65e9\u901f\u767b\u5834<\/h2>\n
\u66f4\u306b\u9a5a\u304d\u306a\u306e\u304c\u3001\u65e9\u901fClaude3\u304cBedrock\u306b\u767b\u5834\u3057\u3066\u304a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u4f7f\u7528\u53ef\u80fd\u30e2\u30c7\u30eb<\/h3>\n
\u73fe\u6642\u70b9\uff082024\/3\/5\uff09\u3067\u4f7f\u7528\u51fa\u6765\u308b\u30e2\u30c7\u30eb\u306f\u3001Claude3 Sonnet\u306e\u307f\u3068\u306a\u308a\u307e\u3059\u3002
\n<\/a><\/p>\n\u8a18\u4e8b<\/a>\u306b\u3088\u308b\u3068\u3001\u6570\u9031\u9593\u4ee5\u5185\u306b\u5168\u3066\u306e\u30e2\u30c7\u30eb\u304c\u4f7f\u7528\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308b\u305d\u3046\u3067\u3059\u3002
\n\u697d\u3057\u307f\u3067\u3059\u306d\uff01<\/p>\n\n \u304a\u5ba2\u69d8\u306f\u3001Amazon Bedrock \u4e0a\u306e\u30d3\u30b8\u30e7\u30f3\u5bfe\u5fdc\u30e2\u30c7\u30eb\u306e Claude 3 \u30d5\u30a1\u30df\u30ea (Claude 3 Opus\u3001Claude 3 Sonnet\u3001\u304a\u3088\u3073 Claude 3 Haiku) \u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002Sonnet \u306f\u73fe\u5728\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u8a18\u9332\u7834\u308a\u306e Opus \u30e2\u30c7\u30eb\u3068 Haiku \u30e2\u30c7\u30eb\u306f\u3001\u4eca\u5f8c\u6570\u9031\u9593\u4ee5\u5185\u306b\u5229\u7528\u53ef\u80fd\u306b\u306a\u308b\u4e88\u5b9a\u3067\u3059\u3002\u8a73\u7d30\u3092\u304a\u63a2\u3057\u306e\u304a\u5ba2\u69d8\u306f\u3001Generative AI on AWS\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n<\/p><\/blockquote>\n
\u5bfe\u5fdc\u30ea\u30fc\u30b8\u30e7\u30f3<\/h3>\n
\u30aa\u30ec\u30b4\u30f3 \u3068 \u30d0\u30fc\u30b8\u30cb\u30a2\u5317\u90e8\u306e2\u30ea\u30fc\u30b8\u30e7\u30f3\u306e\u307f\u3068\u306a\u308a\u307e\u3059\u3002
\n\uff08\u30aa\u30ec\u30b4\u30f3 -> \u30d0\u30fc\u30b8\u30cb\u30a2\u5317\u90e8\u306e\u9806\u756a\u3067\u5bfe\u5fdc\u3055\u308c\u3066\u3044\u305f\u6a21\u69d8\u3067\u3059\uff09<\/p>\n\u6599\u91d1<\/h3>\n
Claude3 Sonnet\u3057\u304b\u767a\u8868\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u304c\u3001Claude2.1\u3088\u308a\u3082\u30b3\u30b9\u30c8\u304c\u304b\u304b\u3089\u306a\u3044\u306e\u304c\u7d20\u6575\u3067\u3059\u306d\u3002
\n\u6599\u91d1\u4e00\u89a7\u306f\u3053\u3061\u3089<\/a>\u3067\u3059\u3002
\n\u2191\u4e0a\u8a18\u30ea\u30f3\u30af\u306e\u8a00\u8a9e\u3092\"English\"\u306b\u5909\u66f4\u3057\u3066\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/a>\n\u6ce8\u610f\u70b9<\/h3>\n
RAG\u6a5f\u80fd\u3067\u3042\u308b\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306b\u306f\u307e\u3060\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u3088\u3046\u3067\u3059\u3002
\n\u65e9\u304fRAG\u3067\u3082\u8ffd\u52a0\u3068\u306a\u308c\u3070\u5b09\u3057\u3044\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u306a\u308a\u307e\u3059\u306d\uff01<\/p>\n\u65e9\u901f\u4f7f\u3063\u3066\u307f\u305f<\/h2>\n
\u307e\u305a\u306f\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e\u30e2\u30c7\u30eb\u30a2\u30af\u30bb\u30b9\u304b\u3089\u4f7f\u7528\u3057\u305f\u3044\u30e2\u30c7\u30eb\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u7533\u8acb\u3057\u307e\u3057\u3087\u3046\u3002
\n\u79c1\u306e\u5834\u5408\u3001\u7533\u8acb\u5f8c\u3059\u3050\u306b\u4f7f\u7528\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e\u30d7\u30ec\u30a4\u30b0\u30e9\u30a6\u30f3\u30c9\u304b\u3089\u3082\u78ba\u8a8d\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002
\n<\/a><\/p>\n\u3067\u306f\u65e9\u901fboto3\u3092\u7528\u3044\u3066\u3001LLM\u30e2\u30c7\u30eb\u3092\u64cd\u4f5c\u3057\u3066\u307f\u307e\u3059\u3002
\nmodel IDs<\/a>\u306b\u3001Claude3 Sonnet\u304c\u8ffd\u52a0\u3068\u306a\u3063\u3066\u304a\u308a\u307e\u3059\u306e\u3067\u3053\u3061\u3089\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\nZeroShot\u306eLLM\u30d1\u30bf\u30fc\u30f3<\/h3>\n
Claude2\u3067\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3068\u540c\u3058\u3088\u3046\u306a\u4e0b\u8a18\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5f62\u5f0f\u3067API\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6295\u3052\u305f\u3068\u3053\u308d\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306a\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002<\/p>\n
\n prompt = \"\\n\\nHuman: Hello there\\n\\nAssistant: Hi, I'm Claude. How can I help?\\n\\nHuman: Can you explain Glycolysis to me?\\n\\nAssistant:\"\n<\/p><\/blockquote>\n
\u2193\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8<\/p>\n
\n botocore.errorfactory.ValidationException: An error occurred (ValidationException) when calling the InvokeModel operation: \u201cclaude-3-sonnet-20240229\u201d is not supported on this API. Please use the Messages API instead.\n<\/p><\/blockquote>\n
\u3069\u3046\u3084\u3089Messages API<\/a>\u3067\u306a\u3044\u3068\u30c0\u30e1\u306a\u3088\u3046\u3067\u3059\u3002
\n\u7121\u4e8b\u306b\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u8fd4\u3063\u3066\u304d\u307e\u3057\u305f\u3002
\n\uff08\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306f\u5f8c\u307b\u3069\u307e\u3068\u3081\u3066\u8a18\u8f09\u3057\u3066\u3044\u307e\u3059\uff09<\/p>\n\u304d\u3061\u3093\u3068Bedrock\u306eAPI\u30ea\u30af\u30a8\u30b9\u30c8\u4f8b\u306b\u3082\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u306d\u3002
\n<\/a><\/p>\nVision \u30d1\u30bf\u30fc\u30f3<\/h3>\n
\"Bedrock\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e\u30ad\u30e3\u30d7\u30c1\u30e3\u753b\u50cf\"\uff08image\uff09\u3068\"\u753b\u50cf\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\"\uff08text\uff09
\n\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6295\u3052\u3066\u307f\u307e\u3057\u305f\u3002
\n<\/a><\/p>\n\u3059\u308b\u3068\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306a\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\uff01\uff01<\/p>\n
\n \u3053\u306e\u753b\u50cf\u306fAmazon Web Services (AWS)\u306e\u7ba1\u7406\u30b3\u30f3\u30bd\u30fc\u30eb\u306e\u4e00\u90e8\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306fAmazon Bedrock\u30b5\u30fc\u30d3\u30b9\u306e\u30e2\u30c7\u30eb\u30a2\u30af\u30bb\u30b9\u30bb\u30af\u30b7\u30e7\u30f3\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\n Bedrock\u306f\u3001AWS \u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u3053\u306e\u753b\u9762\u306b\u306f\u3001\u5229\u7528\u53ef\u80fd\u306a\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u4e00\u89a7\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u540d\u524d\u3001\u7528\u9014\u3001\u30a2\u30af\u30bb\u30b9\u306e\u72b6\u6cc1\u306a\u3069\u306e\u60c5\u5831\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002
\n \u8d64\u3044\u67a0\u3067\u56f2\u307e\u308c\u3066\u3044\u308b\u90e8\u5206\u306f\u3001\"Claude 3 Sonnet\"\u3068\u3044\u3046\u30e2\u30c7\u30eb\u3067\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306e\u6a2a\u306b\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u53ef\u80fd\u306a\u72b6\u614b\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u4e00\u89a7\u306b\u306fAnthropic\u3084Amazon\u3001Coher\u306a\u3069\u306e\u4f01\u696d\u304c\u63d0\u4f9b\u3059\u308b\u30e2\u30c7\u30eb\u304c\u3042\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306a\u3069\u69d8\u3005\u306a\u7528\u9014\u306e\u30e2\u30c7\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\n<\/p><\/blockquote>\n\u51c4\u3059\u304e\u308b\uff01\uff01\uff01\uff08\u8a9e\u5f59\u529b\uff09
\n\u30c1\u30e3\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u306e\u5206\u6790\u3082\u3057\u3066\u304f\u308c\u308b\u3088\u3046\u3067\u3059\u306e\u3067\u3001\u4f7f\u3044\u65b9\u6b21\u7b2c\u3067\u306f\u5f37\u529b\u306a\u6a5f\u80fd\u306b\u306a\u308b\u306e\u306f\u9593\u9055\u3044\u306a\u3055\u305d\u3046\u3067\u3059\u306d\u3002<\/p>\n\u306a\u304a\u3001\u753b\u50cf\u306e\u30b5\u30dd\u30fc\u30c8\u30a4\u30e1\u30fc\u30b8\u306f\u3053\u3061\u3089<\/a>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u6027\u80fd\/\u901f\u5ea6\u6bd4\u8f03<\/h3>\n
Claude2.1\u3068Claude3 Sonnet\u3067\u3069\u308c\u3060\u3051\u6027\u80fd\/\u901f\u5ea6\u5dee\u304c\u3042\u308b\u304b\u691c\u8a3c\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n
\n # \u5171\u901a\n brt = boto3.client(service_name=\"bedrock-runtime\", region_name=\"us-east-1\")\n\n accept = \"application\/json\"\n content_type = \"application\/json\"\n\n # Claude2.1\n modelId_21 = \"anthropic.claude-v2:1\"\n body_21 = json.dumps(\n {\n \"prompt\": \"\\n\\nHuman: CDK\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\\n\\nAssistant:\",\n \"max_tokens_to_sample\": 500,\n \"temperature\": 0.1,\n \"top_p\": 0.9,\n }\n )\n time_sta = time.perf_counter()\n response_2 = brt.invoke_model(\n body=body_21, modelId=modelId_21, accept=accept, contentType=content_type\n )\n time_end = time.perf_counter()\n print(\"================claude2.1====================\")\n print(f\"\u30ec\u30b9\u30dd\u30f3\u30b9\u6642\u9593 = {round(time_end - time_sta, 2)} \u79d2\")\n response_body_2 = json.loads(response_2.get(\"body\").read())\n # text\n print(response_body_2.get(\"completion\"))\n print(\"=============================================\")\n\n # Claude3\n modelId_3 = \"anthropic.claude-3-sonnet-20240229-v1:0\"\n body_3 = json.dumps(\n {\n \"messages\": [\n {\n \"role\": \"user\",\n \"content\": [\n {\n \"type\": \"text\",\n \"text\": \"CDK\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\",\n }\n ],\n }\n ],\n \"anthropic_version\": \"bedrock-2023-05-31\",\n \"max_tokens\": 500,\n \"temperature\": 0.1,\n \"top_p\": 0.9,\n }\n )\n\n time_sta = time.perf_counter()\n response_3 = brt.invoke_model(\n body=body_3, modelId=modelId_3, accept=accept, contentType=content_type\n )\n time_end = time.perf_counter()\n print(\"================claude3 sonnet===============\")\n print(f\"\u30ec\u30b9\u30dd\u30f3\u30b9\u6642\u9593 = {round(time_end - time_sta, 2)} \u79d2\")\n\n response_body_3 = json.loads(response_3.get(\"body\").read())\n\n # text\n print(response_body_3[\"content\"][0][\"text\"])\n print(\"=============================================\")\n<\/pre>\n\u30ec\u30b9\u30dd\u30f3\u30b9\u7d50\u679c\u306f\u7701\u7565\u3057\u307e\u3059\u304c\u3001\u8cea\u554f\u5185\u5bb9\u304c\u30b7\u30f3\u30d7\u30eb\u3060\u3063\u305f\u3081
\n\u7d50\u679c\u306b\u95a2\u3057\u3066\u306f\u3042\u307e\u308a\u5dee\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\u9a5a\u304d\u306a\u306e\u306f\u5fdc\u7b54\u901f\u5ea6\u3067\u3059\u3002\u7d043\u500d\u65e9\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002
\n\u30bf\u30a4\u30df\u30f3\u30b0\u306b\u3088\u3063\u3066\u306f\u3001Claude2.1\u3067\u3082\u65e9\u304f\u30ec\u30b9\u30dd\u30f3\u30b9\u8fd4\u3063\u3066\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u304c
\n\u79c1\u304c\u5b9f\u65bd\u3057\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u8a08\u6e2c\u3059\u308b\u3068\u3053\u306e\u3088\u3046\u306a\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002
\n<\/a><\/p>\n\u5148\u307b\u3069\u306e\u4f8b\u3067\u3059\u3068\u3042\u307e\u308a\u30ec\u30b9\u30dd\u30f3\u30b9\u7d50\u679c\u306e\u6027\u80fd\u304c\u5206\u304b\u308a\u306b\u304f\u3044\u7d50\u679c\u3067\u3057\u305f\u306e\u3067
\n\u4e0b\u8a18\u306e\u3088\u3046\u306a\u3001\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u6295\u3052\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n CDK\u3092\u5229\u7528\u3057\u3066\u4e0b\u8a18\u30a4\u30f3\u30d5\u30e9\u3092\u69cb\u7bc9\u3059\u308b\u30b3\u30fc\u30c9\u3092\u793a\u3057\u3066
\n \u30fbALB\u3092\u4f5c\u6210
\n \u30fbALB\u914d\u4e0b\u306eEC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30922\u53f0\u5197\u9577\u5316\u3059\u308b
\n \u30fbALB\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7\u30920.0.0.0\/0\u3067\u89e3\u653e
\n \u30fbMySQL\u30a8\u30f3\u30b8\u30f3\u306eRDS\u30921\u53f0\u3001\u6587\u5b57\u30b3\u30fc\u30c9\u3092UTF-8\u306b\u8a2d\u5b9a\u3057\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u6210\u3059\u308b\n<\/p><\/blockquote>\nCDK\u306e\u30b3\u30fc\u30c9\u81ea\u4f53\u306b\u554f\u984c\u306a\u3044\u304b\u307e\u3067\u306f\u78ba\u8a8d\u51fa\u6765\u3066\u3044\u307e\u305b\u3093\u304c
\nClaude2.1\u3067\u306fCDK v1\u3067\u4f5c\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001Claude3 Sonnet\u3067\u306fCDK v2\u3067\u4f5c\u6210\u3055\u308c\u3066\u304a\u308a\u307e\u3057\u305f\u3002
\n\u3053\u308c\u3060\u3051\u3067\u306f\u5224\u65ad\u51fa\u6765\u306a\u3044\u3067\u3059\u304c\u3001\u5c11\u3057\u306f\u6027\u80fd\u5411\u4e0a\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u306d\u3002
\n\uff08Claude3 Opus\u304c\u697d\u3057\u307f\u3067\u3059\u3002\uff09
\n<\/a>
\n<\/a><\/p>\n\u611f\u60f3<\/h2>\n
Claude3\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u3001\u66f4\u306bBedrock\u3067\u3082\u5bfe\u5fdc\u3068\u306a\u308a\u307e\u3057\u305f\u3002
\n\u8fd1\u3005\u3001Claude3 Opus\u304c\u8ffd\u52a0\u3068\u306a\u308b\u3068GPT-4\u8d8a\u3048\u3068\u306a\u308b\u898b\u8fbc\u307f\u3067\u3059\u306e\u3067
\nBedrock\u3092\u63a1\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u5897\u3048\u3066\u304f\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\nOpenAI vs Anthropic\u306e\u3088\u3046\u306a\u5f62\u3067
\n\u6027\u80fd\u304c\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3055\u308c\u3066\u3044\u304f\u305f\u3081\u3001\u6211\u3005\u958b\u767a\u8005\u3068\u3057\u3066\u306f\u697d\u3057\u3044\u9650\u308a\u3067\u3054\u3056\u3044\u307e\u3059\u3002<\/p>\nClaude3\u306b\u3064\u3044\u3066\u8abf\u3079\u3066\u3044\u308b\u65b9\u306b\u5c11\u3057\u3067\u3082\u304a\u529b\u306b\u306a\u308c\u307e\u3059\u3088\u3046\u306b\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
\u306f\u3058\u3081\u306b \u6628\u591c\u3001”\u305d\u308c”\u306f\u7a81\u7136\u3084\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u3046\u3067\u3059\u3001Claude3\u3067\u3059\uff01 \u3057\u304b\u3082GPT-4\u3092\u8d85\u3048\u305f\u30e2\u30c7\u30eb\u3082\u8ffd\u52a0\u3055\u308c\u305f\u3088\u3046\u3067\u3001\u591c\u4e2dX\u3067\u306f\u5927\u76db\u308a\u4e0a\u304c\u308a\u3067\u3057\u305f\u3002 \u66f4\u306b\u306f Bedrock\u306b\u3082\u65e9\u901f\u8ffd\u52a0\u3055\u308c\u3066\u304a\u308a\u3001\u6fc0\u30a2\u30c4\u306a\u30a2\u30c3\u30d7…<\/p>\n","protected":false},"author":135,"featured_media":26039,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_locale":"ja","_original_post":"https:\/\/www.skyarch.net\/blog\/?p=26037","footnotes":""},"categories":[1276,1277],"tags":[102,1294,1295],"class_list":{"0":"post-26037","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-amazon-bedrock","8":"category-ai","9":"tag-aws","10":"tag-bedrock","11":"tag-claude","12":"ja"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/26037","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/users\/135"}],"replies":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/comments?post=26037"}],"version-history":[{"count":4,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/26037\/revisions"}],"predecessor-version":[{"id":26941,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/posts\/26037\/revisions\/26941"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media\/26039"}],"wp:attachment":[{"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/media?parent=26037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/categories?post=26037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.skyarch.net\/blog\/wp-json\/wp\/v2\/tags?post=26037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}